Physionet Data Challenge 2019

Dataset statistics

Number of variables	44
Number of observations	20336
Missing cells	222441
Missing cells (%)	24.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.8 MiB
Average record size in memory	352.0 B

Variable types

Numeric	38
Unsupported	1
Categorical	5

Alerts

`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`PaCO2` is highly correlated with `HCO3`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`PaCO2` is highly correlated with `HCO3`	High correlation
`BUN` is highly correlated with `Creatinine` and 1 other fields	High correlation
`Creatinine` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Phosphate` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Temp` has 235 (1.2%) missing values	Missing
`SBP` has 258 (1.3%) missing values	Missing
`DBP` has 7384 (36.3%) missing values	Missing
`EtCO2` has 20336 (100.0%) missing values	Missing
`BaseExcess` has 7684 (37.8%) missing values	Missing
`HCO3` has 535 (2.6%) missing values	Missing
`FiO2` has 8349 (41.1%) missing values	Missing
`pH` has 7155 (35.2%) missing values	Missing
`PaCO2` has 7759 (38.2%) missing values	Missing
`SaO2` has 12373 (60.8%) missing values	Missing
`AST` has 14443 (71.0%) missing values	Missing
`BUN` has 427 (2.1%) missing values	Missing
`Alkalinephos` has 14633 (72.0%) missing values	Missing
`Calcium` has 3789 (18.6%) missing values	Missing
`Chloride` has 542 (2.7%) missing values	Missing
`Creatinine` has 461 (2.3%) missing values	Missing
`Bilirubin_direct` has 19750 (97.1%) missing values	Missing
`Glucose` has 407 (2.0%) missing values	Missing
`Lactate` has 12603 (62.0%) missing values	Missing
`Magnesium` has 1388 (6.8%) missing values	Missing
`Phosphate` has 3650 (17.9%) missing values	Missing
`Potassium` has 433 (2.1%) missing values	Missing
`Bilirubin_total` has 14566 (71.6%) missing values	Missing
`TroponinI` has 19847 (97.6%) missing values	Missing
`Hct` has 364 (1.8%) missing values	Missing
`Hgb` has 507 (2.5%) missing values	Missing
`PTT` has 4496 (22.1%) missing values	Missing
`WBC` has 625 (3.1%) missing values	Missing
`Fibrinogen` has 17769 (87.4%) missing values	Missing
`Platelets` has 585 (2.9%) missing values	Missing
`Unit1` has 9522 (46.8%) missing values	Missing
`Unit2` has 9522 (46.8%) missing values	Missing
`PatientID` has unique values	Unique
`EtCO2` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`BaseExcess` has 2996 (14.7%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 10:21:47.999856
Analysis finished	2021-11-29 10:21:57.646149
Duration	9.65 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

UNIQUE

Distinct	20336
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10173.60651

Minimum	1
Maximum	20643
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1017.75
Q1	5084.75
median	10168.5
Q3	15252.25
95-th percentile	19320.25
Maximum	20643
Range	20642
Interquartile range (IQR)	10167.5

Descriptive statistics

Standard deviation	5879.461518
Coefficient of variation (CV)	0.5779132024
Kurtosis	-1.192915145
Mean	10173.60651
Median Absolute Deviation (MAD)	5084
Skewness	0.005160825078
Sum	206890462
Variance	34568067.75
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
13556	1	< 0.1%
13563	1	< 0.1%
13562	1	< 0.1%
13561	1	< 0.1%
13560	1	< 0.1%
13559	1	< 0.1%
13558	1	< 0.1%
13557	1	< 0.1%
13555	1	< 0.1%
Other values (20326)	20326	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
20643	1	< 0.1%
20642	1	< 0.1%
20641	1	< 0.1%
20640	1	< 0.1%
20639	1	< 0.1%
20638	1	< 0.1%
20637	1	< 0.1%
20636	1	< 0.1%
20635	1	< 0.1%
20634	1	< 0.1%

HR
Real number (ℝ_≥0)

Distinct	353
Distinct (%)	1.7%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	84.06217113

Minimum	30
Maximum	151
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	30
5-th percentile	61
Q1	74
median	83.5
Q3	93
95-th percentile	109
Maximum	151
Range	121
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.66009796
Coefficient of variation (CV)	0.1743958996
Kurtosis	0.2189910597
Mean	84.06217113
Median Absolute Deviation (MAD)	9.5
Skewness	0.3030333462
Sum	1709404.25
Variance	214.9184721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	700	3.4%
90	476	2.3%
88	475	2.3%
84	444	2.2%
82	430	2.1%
85	412	2.0%
79	411	2.0%
70	404	2.0%
77	398	2.0%
87	394	1.9%
Other values (343)	15791	77.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	2	< 0.1%
33	1	< 0.1%
34	1	< 0.1%
36	1	< 0.1%
38.5	1	< 0.1%
39	1	< 0.1%
40	2	< 0.1%
41.5	1	< 0.1%
42	3	< 0.1%
43	5	< 0.1%

Value	Count	Frequency (%)
151	2	< 0.1%
149	2	< 0.1%
147	2	< 0.1%
144	1	< 0.1%
142.75	1	< 0.1%
142.5	3	< 0.1%
142	2	< 0.1%
141.5	2	< 0.1%
140	2	< 0.1%
139.5	1	< 0.1%

O2Sat
Real number (ℝ_≥0)

Distinct	86
Distinct (%)	0.4%
Missing	12
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	97.47929787

Minimum	27
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	27
5-th percentile	94
Q1	96
median	98
Q3	99
95-th percentile	100
Maximum	100
Range	73
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.316854526
Coefficient of variation (CV)	0.0237676571
Kurtosis	126.0227646
Mean	97.47929787
Median Absolute Deviation (MAD)	1
Skewness	-6.629905027
Sum	1981169.25
Variance	5.367814894
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	3484	17.1%
97	3382	16.6%
100	3198	15.7%
99	2968	14.6%
96	2590	12.7%
95	1307	6.4%
94	548	2.7%
97.5	438	2.2%
98.5	370	1.8%
96.5	340	1.7%
Other values (76)	1699	8.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	< 0.1%
34.25	1	< 0.1%
49	1	< 0.1%
51.75	1	< 0.1%
55.5	1	< 0.1%
57.5	1	< 0.1%
58	1	< 0.1%
63	1	< 0.1%
64.25	1	< 0.1%
65	2	< 0.1%

Value	Count	Frequency (%)
100	3198	15.7%
99.75	67	0.3%
99.5	250	1.2%
99.25	68	0.3%
99	2968	14.6%
98.75	74	0.4%
98.5	370	1.8%
98.25	72	0.4%
98	3484	17.1%
97.75	72	0.4%

Temp
Real number (ℝ_≥0)

MISSING

Distinct	547
Distinct (%)	2.7%
Missing	235
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	36.94550992

Minimum	30.5
Maximum	40.03
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	30.5
5-th percentile	36.06
Q1	36.56
median	36.94
Q3	37.33
95-th percentile	37.89
Maximum	40.03
Range	9.53
Interquartile range (IQR)	0.77

Descriptive statistics

Standard deviation	0.5880792486
Coefficient of variation (CV)	0.01591747549
Kurtosis	2.959195879
Mean	36.94550992
Median Absolute Deviation (MAD)	0.38
Skewness	-0.3045890144
Sum	742641.695
Variance	0.3458372027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	805	4.0%
36.89	662	3.3%
36.67	657	3.2%
36.78	460	2.3%
36.56	442	2.2%
37.5	430	2.1%
36.5	397	2.0%
36.72	390	1.9%
37.17	386	1.9%
37.11	368	1.8%
Other values (537)	15104	74.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.5	1	< 0.1%
31.67	1	< 0.1%
32.35	1	< 0.1%
32.52	1	< 0.1%
32.64	1	< 0.1%
32.9	1	< 0.1%
33	1	< 0.1%
33.11	1	< 0.1%
33.15	1	< 0.1%
33.25	1	< 0.1%

Value	Count	Frequency (%)
40.03	1	< 0.1%
39.7	1	< 0.1%
39.61	1	< 0.1%
39.5	1	< 0.1%
39.35	1	< 0.1%
39.33	2	< 0.1%
39.3	1	< 0.1%
39.28	1	< 0.1%
39.22	1	< 0.1%
39.15	1	< 0.1%

SBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	497
Distinct (%)	2.5%
Missing	258
Missing (%)	1.3%
Infinite	0
Infinite (%)	0.0%
Mean	119.8992283

Minimum	35
Maximum	216
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	35
5-th percentile	96.5
Q1	107.75
median	117.5
Q3	130
95-th percentile	151
Maximum	216
Range	181
Interquartile range (IQR)	22.25

Descriptive statistics

Standard deviation	17.09910417
Coefficient of variation (CV)	0.1426122955
Kurtosis	0.5591623812
Mean	119.8992283
Median Absolute Deviation (MAD)	11
Skewness	0.5726205633
Sum	2407336.705
Variance	292.3793633
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110	365	1.8%
109	359	1.8%
112	357	1.8%
111	355	1.7%
115	352	1.7%
117	343	1.7%
116	343	1.7%
114	340	1.7%
113	334	1.6%
119	327	1.6%
Other values (487)	16603	81.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	< 0.1%
36	1	< 0.1%
45	1	< 0.1%
55	1	< 0.1%
56	2	< 0.1%
56.5	1	< 0.1%
57	1	< 0.1%
58.5	1	< 0.1%
61	1	< 0.1%
62.5	1	< 0.1%

Value	Count	Frequency (%)
216	1	< 0.1%
206	1	< 0.1%
199.5	1	< 0.1%
192	1	< 0.1%
191.5	1	< 0.1%
191	1	< 0.1%
190	2	< 0.1%
187	2	< 0.1%
186	1	< 0.1%
185	4	< 0.1%

MAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	854
Distinct (%)	4.2%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	77.93093882

Minimum	22
Maximum	142
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	22
5-th percentile	62.5
Q1	70
median	76.25
Q3	84.5
95-th percentile	98
Maximum	142
Range	120
Interquartile range (IQR)	14.5

Descriptive statistics

Standard deviation	11.1309419
Coefficient of variation (CV)	0.1428308457
Kurtosis	0.934054842
Mean	77.93093882
Median Absolute Deviation (MAD)	6.92
Skewness	0.677033949
Sum	1584647.71
Variance	123.8978676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	534	2.6%
73	495	2.4%
71	494	2.4%
74	491	2.4%
76	483	2.4%
75	480	2.4%
70	465	2.3%
69	443	2.2%
77	416	2.0%
68	411	2.0%
Other values (844)	15622	76.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	< 0.1%
27.25	1	< 0.1%
30	1	< 0.1%
34.5	1	< 0.1%
35.83	1	< 0.1%
41	1	< 0.1%
42	2	< 0.1%
43.25	1	< 0.1%
43.42	1	< 0.1%
44	3	< 0.1%

Value	Count	Frequency (%)
142	1	< 0.1%
139	1	< 0.1%
134	1	< 0.1%
133.5	1	< 0.1%
133	1	< 0.1%
131.085	1	< 0.1%
130	1	< 0.1%
128.67	1	< 0.1%
128.5	1	< 0.1%
128	1	< 0.1%

DBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	279
Distinct (%)	2.2%
Missing	7384
Missing (%)	36.3%
Infinite	0
Infinite (%)	0.0%
Mean	59.51185145

Minimum	22
Maximum	134
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	22
5-th percentile	45
Q1	53
median	58
Q3	65
95-th percentile	78
Maximum	134
Range	112
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	10.02244819
Coefficient of variation (CV)	0.1684109626
Kurtosis	1.393943938
Mean	59.51185145
Median Absolute Deviation (MAD)	6
Skewness	0.7247974181
Sum	770797.5
Variance	100.4494677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	460	2.3%
57	454	2.2%
56	422	2.1%
53	421	2.1%
58	398	2.0%
59	396	1.9%
54	387	1.9%
52	379	1.9%
60	377	1.9%
62	359	1.8%
Other values (269)	8899	43.8%
(Missing)	7384	36.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	< 0.1%
26	1	< 0.1%
27.5	1	< 0.1%
28	1	< 0.1%
29	5	< 0.1%
30	1	< 0.1%
31	1	< 0.1%
31.5	1	< 0.1%
31.75	1	< 0.1%
32	2	< 0.1%

Value	Count	Frequency (%)
134	1	< 0.1%
131	1	< 0.1%
112	1	< 0.1%
110.75	1	< 0.1%
110	1	< 0.1%
109.5	1	< 0.1%
108.5	1	< 0.1%
108	2	< 0.1%
107	1	< 0.1%
105	1	< 0.1%

Resp
Real number (ℝ_≥0)

Distinct	156
Distinct (%)	0.8%
Missing	28
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	18.3511333

Minimum	6
Maximum	42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	6
5-th percentile	13
Q1	16
median	18
Q3	20.5
95-th percentile	25
Maximum	42
Range	36
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	3.862887796
Coefficient of variation (CV)	0.2104985961
Kurtosis	1.457467162
Mean	18.3511333
Median Absolute Deviation (MAD)	2
Skewness	0.8452002569
Sum	372674.815
Variance	14.92190212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	2060	10.1%
18	2007	9.9%
17	1741	8.6%
20	1562	7.7%
19	1385	6.8%
15	1272	6.3%
14	1206	5.9%
21	991	4.9%
22	875	4.3%
23	572	2.8%
Other values (146)	6637	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	< 0.1%
8	8	< 0.1%
8.25	1	< 0.1%
9	8	< 0.1%
9.5	4	< 0.1%
10	71	0.3%
10.125	1	< 0.1%
10.25	1	< 0.1%
10.5	12	0.1%
10.625	1	< 0.1%

Value	Count	Frequency (%)
42	1	< 0.1%
41.5	1	< 0.1%
40	2	< 0.1%
38.5	2	< 0.1%
38	1	< 0.1%
37.5	1	< 0.1%
37	4	< 0.1%
36.75	1	< 0.1%
36.5	2	< 0.1%
36.25	2	< 0.1%

EtCO2
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	20336
Missing (%)	100.0%
Memory size	159.0 KiB

BaseExcess
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	125
Distinct (%)	1.0%
Missing	7684
Missing (%)	37.8%
Infinite	0
Infinite (%)	0.0%
Mean	-0.3486998103

Minimum	-25.5
Maximum	25
Zeros	2996
Zeros (%)	14.7%
Negative	5559
Negative (%)	27.3%
Memory size	159.0 KiB

Quantile statistics

Minimum	-25.5
5-th percentile	-6
Q1	-2
median	0
Q3	1
95-th percentile	6
Maximum	25
Range	50.5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.845161744
Coefficient of variation (CV)	-11.02714034
Kurtosis	5.010842562
Mean	-0.3486998103
Median Absolute Deviation (MAD)	2
Skewness	-0.08744974129
Sum	-4411.75
Variance	14.78526884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2996	14.7%
-1	1165	5.7%
-2	913	4.5%
1	875	4.3%
-3	715	3.5%
2	665	3.3%
3	480	2.4%
-4	476	2.3%
-0.5	353	1.7%
4	344	1.7%
Other values (115)	3670	18.0%
(Missing)	7684	37.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25.5	1	< 0.1%
-25	1	< 0.1%
-24.5	1	< 0.1%
-24	2	< 0.1%
-23	1	< 0.1%
-22.25	1	< 0.1%
-21.5	1	< 0.1%
-21	2	< 0.1%
-20.5	1	< 0.1%
-20	5	< 0.1%

Value	Count	Frequency (%)
25	1	< 0.1%
24	1	< 0.1%
21	3	< 0.1%
20	1	< 0.1%
19	5	< 0.1%
18	9	< 0.1%
17.5	1	< 0.1%
17	5	< 0.1%
16.5	1	< 0.1%
16	11	0.1%

HCO3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	101
Distinct (%)	0.5%
Missing	535
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%
Mean	24.40773193

Minimum	5
Maximum	55
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	5
5-th percentile	18
Q1	22
median	24
Q3	26.5
95-th percentile	31
Maximum	55
Range	50
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	3.936552844
Coefficient of variation (CV)	0.1612830252
Kurtosis	3.050904352
Mean	24.40773193
Median Absolute Deviation (MAD)	2
Skewness	0.3942297783
Sum	483297.5
Variance	15.4964483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	2056	10.1%
24	1972	9.7%
23	1783	8.8%
26	1670	8.2%
22	1407	6.9%
27	1248	6.1%
21	921	4.5%
28	833	4.1%
20	684	3.4%
24.5	589	2.9%
Other values (91)	6638	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	1	< 0.1%
6.5	2	< 0.1%
7	3	< 0.1%
8	7	< 0.1%
8.5	2	< 0.1%
9	8	< 0.1%
9.5	2	< 0.1%
10	8	< 0.1%
10.5	2	< 0.1%

Value	Count	Frequency (%)
55	1	< 0.1%
51	1	< 0.1%
50	1	< 0.1%
49	1	< 0.1%
48	1	< 0.1%
47.5	1	< 0.1%
47	1	< 0.1%
46.5	1	< 0.1%
46	3	< 0.1%
45.5	1	< 0.1%

FiO2
Real number (ℝ_≥0)

MISSING

Distinct	102
Distinct (%)	0.9%
Missing	8349
Missing (%)	41.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.509014766

Minimum	0
Maximum	10
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.35
Q1	0.4
median	0.5
Q3	0.5
95-th percentile	0.9
Maximum	10
Range	10
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.1741220653
Coefficient of variation (CV)	0.3420766486
Kurtosis	737.4129205
Mean	0.509014766
Median Absolute Deviation (MAD)	0.1
Skewness	14.6051189
Sum	6101.56
Variance	0.03031849361
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	4390	21.6%
0.4	3627	17.8%
0.6	811	4.0%
1	506	2.5%
0.7	483	2.4%
0.45	419	2.1%
0.35	313	1.5%
0.55	260	1.3%
0.3	165	0.8%
0.8	135	0.7%
Other values (92)	878	4.3%
(Missing)	8349	41.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.02	2	< 0.1%
0.03	4	< 0.1%
0.04	7	< 0.1%
0.05	2	< 0.1%
0.08	1	< 0.1%
0.11	1	< 0.1%
0.15	1	< 0.1%
0.2	30	0.1%
0.205	2	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
1	506	2.5%
0.995	1	< 0.1%
0.99	5	< 0.1%
0.98	4	< 0.1%
0.975	3	< 0.1%
0.97	2	< 0.1%
0.965	2	< 0.1%
0.96	1	< 0.1%
0.955	1	< 0.1%

pH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	153
Distinct (%)	1.2%
Missing	7155
Missing (%)	35.2%
Infinite	0
Infinite (%)	0.0%
Mean	7.384674911

Minimum	6.63
Maximum	7.73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	6.63
5-th percentile	7.29
Q1	7.355
median	7.39
Q3	7.42
95-th percentile	7.47
Maximum	7.73
Range	1.1
Interquartile range (IQR)	0.065

Descriptive statistics

Standard deviation	0.05959166947
Coefficient of variation (CV)	0.008069640193
Kurtosis	8.812019318
Mean	7.384674911
Median Absolute Deviation (MAD)	0.03
Skewness	-1.340091006
Sum	97337.4
Variance	0.003551167071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.4	906	4.5%
7.38	834	4.1%
7.37	799	3.9%
7.39	730	3.6%
7.41	717	3.5%
7.42	681	3.3%
7.35	605	3.0%
7.36	600	3.0%
7.43	551	2.7%
7.34	465	2.3%
Other values (143)	6293	30.9%
(Missing)	7155	35.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.63	1	< 0.1%
6.65	1	< 0.1%
6.87	1	< 0.1%
6.9	1	< 0.1%
6.92	1	< 0.1%
6.94	1	< 0.1%
6.94	1	< 0.1%
6.96	2	< 0.1%
6.97	1	< 0.1%
6.975	1	< 0.1%

Value	Count	Frequency (%)
7.73	1	< 0.1%
7.695	1	< 0.1%
7.66	1	< 0.1%
7.63	1	< 0.1%
7.59	2	< 0.1%
7.585	1	< 0.1%
7.58	1	< 0.1%
7.575	1	< 0.1%
7.565	1	< 0.1%
7.56	1	< 0.1%

PaCO2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	188
Distinct (%)	1.5%
Missing	7759
Missing (%)	38.2%
Infinite	0
Infinite (%)	0.0%
Mean	40.97686253

Minimum	10
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	10
5-th percentile	31
Q1	37
median	40
Q3	44
95-th percentile	53
Maximum	99
Range	89
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	7.724370697
Coefficient of variation (CV)	0.1885056644
Kurtosis	7.101296055
Mean	40.97686253
Median Absolute Deviation (MAD)	4
Skewness	1.691919114
Sum	515366
Variance	59.66590267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	733	3.6%
39	680	3.3%
41	669	3.3%
38	665	3.3%
42	627	3.1%
37	594	2.9%
43	564	2.8%
36	535	2.6%
44	502	2.5%
35	411	2.0%
Other values (178)	6597	32.4%
(Missing)	7759	38.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
15.5	1	< 0.1%
16	3	< 0.1%
18	2	< 0.1%
18.5	1	< 0.1%
19	4	< 0.1%
19.5	1	< 0.1%
20	6	< 0.1%
20.5	4	< 0.1%
21	9	< 0.1%

Value	Count	Frequency (%)
99	1	< 0.1%
98	1	< 0.1%
96.5	1	< 0.1%
94	1	< 0.1%
93.5	1	< 0.1%
93	2	< 0.1%
92	1	< 0.1%
91	1	< 0.1%
89.5	1	< 0.1%
89	5	< 0.1%

SaO2
Real number (ℝ_≥0)

MISSING

Distinct	158
Distinct (%)	2.0%
Missing	12373
Missing (%)	60.8%
Infinite	0
Infinite (%)	0.0%
Mean	92.95674997

Minimum	29.5
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	29.5
5-th percentile	69
Q1	94.5
median	97
Q3	98
95-th percentile	99
Maximum	100
Range	70.5
Interquartile range (IQR)	3.5

Descriptive statistics

Standard deviation	9.561328494
Coefficient of variation (CV)	0.1028578183
Kurtosis	5.396745734
Mean	92.95674997
Median Absolute Deviation (MAD)	1
Skewness	-2.381941831
Sum	740214.6
Variance	91.41900257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	2084	10.2%
97	1364	6.7%
96	701	3.4%
99	459	2.3%
97.5	344	1.7%
95	339	1.7%
96.5	229	1.1%
94	205	1.0%
98.5	198	1.0%
95.5	109	0.5%
Other values (148)	1931	9.5%
(Missing)	12373	60.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29.5	1	< 0.1%
30	1	< 0.1%
31	1	< 0.1%
31.5	1	< 0.1%
40	1	< 0.1%
40.5	1	< 0.1%
41.5	1	< 0.1%
42	2	< 0.1%
43	1	< 0.1%
44	2	< 0.1%

Value	Count	Frequency (%)
100	21	0.1%
99.5	3	< 0.1%
99	459	2.3%
98.9	1	< 0.1%
98.75	3	< 0.1%
98.5	198	1.0%
98.25	10	< 0.1%
98	2084	10.2%
97.875	2	< 0.1%
97.75	5	< 0.1%

AST
Real number (ℝ_≥0)

MISSING

Distinct	949
Distinct (%)	16.1%
Missing	14443
Missing (%)	71.0%
Infinite	0
Infinite (%)	0.0%
Mean	182.4755218

Minimum	3
Maximum	9210
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	3
5-th percentile	14
Q1	23
median	42
Q3	98
95-th percentile	659.6
Maximum	9210
Range	9207
Interquartile range (IQR)	75

Descriptive statistics

Standard deviation	618.8133575
Coefficient of variation (CV)	3.391212977
Kurtosis	76.78142027
Mean	182.4755218
Median Absolute Deviation (MAD)	23
Skewness	8.007395477
Sum	1075328.25
Variance	382929.9714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	131	0.6%
18	131	0.6%
19	123	0.6%
17	122	0.6%
16	118	0.6%
22	116	0.6%
20	111	0.5%
21	108	0.5%
15	106	0.5%
23	101	0.5%
Other values (939)	4726	23.2%
(Missing)	14443	71.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	5	< 0.1%
7	5	< 0.1%
8	11	0.1%
8.25	1	< 0.1%
8.5	3	< 0.1%
9	16	0.1%
9.5	1	< 0.1%

Value	Count	Frequency (%)
9210	1	< 0.1%
8591	1	< 0.1%
8472	1	< 0.1%
7751	1	< 0.1%
7699	1	< 0.1%
7634	1	< 0.1%
7505	1	< 0.1%
7438.5	1	< 0.1%
7174	1	< 0.1%
6949	1	< 0.1%

BUN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	284
Distinct (%)	1.4%
Missing	427
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	22.49028078

Minimum	1
Maximum	232
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	12
median	17
Q3	26
95-th percentile	59.5
Maximum	232
Range	231
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	18.27856067
Coefficient of variation (CV)	0.812731546
Kurtosis	10.28869399
Mean	22.49028078
Median Absolute Deviation (MAD)	6
Skewness	2.698542597
Sum	447759
Variance	334.1057801
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	838	4.1%
14	832	4.1%
11	830	4.1%
12	806	4.0%
15	786	3.9%
16	740	3.6%
10	719	3.5%
17	647	3.2%
9	609	3.0%
18	597	2.9%
Other values (274)	12505	61.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
1.5	1	< 0.1%
2	14	0.1%
2.5	5	< 0.1%
3	49	0.2%
3.5	20	0.1%
4	89	0.4%
4.5	35	0.2%
5	190	0.9%
5.5	67	0.3%

Value	Count	Frequency (%)
232	1	< 0.1%
187.5	1	< 0.1%
177	1	< 0.1%
175.5	1	< 0.1%
172	1	< 0.1%
169.5	1	< 0.1%
169	1	< 0.1%
166.5	1	< 0.1%
166	1	< 0.1%
164	1	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

MISSING

Distinct	679
Distinct (%)	11.9%
Missing	14633
Missing (%)	72.0%
Infinite	0
Infinite (%)	0.0%
Mean	109.3258811

Minimum	7
Maximum	3726
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	7
5-th percentile	37
Q1	56.5
median	77
Q3	114
95-th percentile	277.9
Maximum	3726
Range	3719
Interquartile range (IQR)	57.5

Descriptive statistics

Standard deviation	131.6314989
Coefficient of variation (CV)	1.204028703
Kurtosis	170.2751897
Mean	109.3258811
Median Absolute Deviation (MAD)	25
Skewness	9.686414502
Sum	623485.5
Variance	17326.8515
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
59	78	0.4%
67	74	0.4%
55	74	0.4%
63	71	0.3%
60	70	0.3%
49	69	0.3%
61	68	0.3%
53	68	0.3%
52	66	0.3%
69	65	0.3%
Other values (669)	5000	24.6%
(Missing)	14633	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	< 0.1%
12	1	< 0.1%
15	1	< 0.1%
17	1	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
19.5	2	< 0.1%
20	2	< 0.1%
22	3	< 0.1%
22.5	1	< 0.1%

Value	Count	Frequency (%)
3726	1	< 0.1%
2528	1	< 0.1%
2332	1	< 0.1%
2145.5	1	< 0.1%
2020	1	< 0.1%
1669	1	< 0.1%
1500	1	< 0.1%
1451	1	< 0.1%
1437	1	< 0.1%
1279	1	< 0.1%

Calcium
Real number (ℝ_≥0)

MISSING

Distinct	187
Distinct (%)	1.1%
Missing	3789
Missing (%)	18.6%
Infinite	0
Infinite (%)	0.0%
Mean	8.347399831

Minimum	3.9
Maximum	17.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	3.9
5-th percentile	7.3
Q1	7.9
median	8.3
Q3	8.75
95-th percentile	9.4
Maximum	17.5
Range	13.6
Interquartile range (IQR)	0.85

Descriptive statistics

Standard deviation	0.6970001317
Coefficient of variation (CV)	0.08349907107
Kurtosis	7.022790756
Mean	8.347399831
Median Absolute Deviation (MAD)	0.4
Skewness	0.7303607778
Sum	138124.425
Variance	0.4858091837
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.3	855	4.2%
8.2	824	4.1%
8.5	822	4.0%
8.4	810	4.0%
8.1	763	3.8%
8.6	735	3.6%
8	702	3.5%
8.7	702	3.5%
8.8	630	3.1%
7.9	621	3.1%
Other values (177)	9083	44.7%
(Missing)	3789	18.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.9	1	< 0.1%
4.5	2	< 0.1%
4.7	2	< 0.1%
5.2	1	< 0.1%
5.3	3	< 0.1%
5.4	1	< 0.1%
5.5	1	< 0.1%
5.6	3	< 0.1%
5.7	1	< 0.1%
5.7	1	< 0.1%

Value	Count	Frequency (%)
17.5	1	< 0.1%
15.7	1	< 0.1%
15.6	1	< 0.1%
15.4	1	< 0.1%
14.95	1	< 0.1%
14.5	1	< 0.1%
14.15	1	< 0.1%
13.95	1	< 0.1%
13.1	1	< 0.1%
13	1	< 0.1%

Chloride
Real number (ℝ_≥0)

MISSING

Distinct	115
Distinct (%)	0.6%
Missing	542
Missing (%)	2.7%
Infinite	0
Infinite (%)	0.0%
Mean	105.5525538

Minimum	67.5
Maximum	139
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	67.5
5-th percentile	97
Q1	102.5
median	106
Q3	109
95-th percentile	113.5
Maximum	139
Range	71.5
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	5.188519711
Coefficient of variation (CV)	0.04915579514
Kurtosis	1.865026289
Mean	105.5525538
Median Absolute Deviation (MAD)	3
Skewness	-0.2435998154
Sum	2089307.25
Variance	26.9207368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
106	1410	6.9%
107	1373	6.8%
105	1328	6.5%
108	1212	6.0%
104	1158	5.7%
109	1080	5.3%
103	1030	5.1%
110	856	4.2%
102	830	4.1%
101	703	3.5%
Other values (105)	8814	43.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67.5	1	< 0.1%
70	1	< 0.1%
73	1	< 0.1%
74	1	< 0.1%
79	2	< 0.1%
80	1	< 0.1%
81	4	< 0.1%
82	2	< 0.1%
82.5	1	< 0.1%
83	4	< 0.1%

Value	Count	Frequency (%)
139	1	< 0.1%
136	1	< 0.1%
134	1	< 0.1%
133	1	< 0.1%
132.5	1	< 0.1%
131	3	< 0.1%
130.5	1	< 0.1%
129	2	< 0.1%
128.5	1	< 0.1%
128	6	< 0.1%

Creatinine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	309
Distinct (%)	1.6%
Missing	461
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.296369811

Minimum	0.1
Maximum	28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	0.7
median	0.9
Q3	1.2
95-th percentile	3.9
Maximum	28
Range	27.9
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	1.412576324
Coefficient of variation (CV)	1.089639941
Kurtosis	28.50670414
Mean	1.296369811
Median Absolute Deviation (MAD)	0.25
Skewness	4.437319699
Sum	25765.35
Variance	1.995371872
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	2048	10.1%
0.8	1998	9.8%
0.9	1698	8.3%
0.6	1638	8.1%
1	1233	6.1%
0.5	1080	5.3%
1.1	882	4.3%
0.75	603	3.0%
1.2	569	2.8%
0.85	494	2.4%
Other values (299)	7632	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	7	< 0.1%
0.15	3	< 0.1%
0.2	21	0.1%
0.25	11	0.1%
0.3	98	0.5%
0.3	4	< 0.1%
0.35	59	0.3%
0.4	401	2.0%
0.45	4	< 0.1%
0.45	157	0.8%

Value	Count	Frequency (%)
28	1	< 0.1%
18.2	1	< 0.1%
17.6	1	< 0.1%
17.3	1	< 0.1%
15.85	1	< 0.1%
15.8	1	< 0.1%
15.7	1	< 0.1%
15.6	1	< 0.1%
14.75	1	< 0.1%
14.65	1	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	147
Distinct (%)	25.1%
Missing	19750
Missing (%)	97.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.631399317

Minimum	0.1
Maximum	37.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.4
median	1
Q3	2.9
95-th percentile	9.8875
Maximum	37.5
Range	37.4
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	4.444859175
Coefficient of variation (CV)	1.689161787
Kurtosis	18.54377071
Mean	2.631399317
Median Absolute Deviation (MAD)	0.8
Skewness	3.80559874
Sum	1542
Variance	19.75677308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	53	0.3%
0.1	43	0.2%
0.4	42	0.2%
0.3	31	0.2%
0.6	27	0.1%
0.5	24	0.1%
0.8	20	0.1%
0.7	15	0.1%
0.9	14	0.1%
1.6	13	0.1%
Other values (137)	304	1.5%
(Missing)	19750	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	43	0.2%
0.2	53	0.3%
0.25	2	< 0.1%
0.3	31	0.2%
0.35	5	< 0.1%
0.4	42	0.2%
0.45	3	< 0.1%
0.5	24	0.1%
0.55	3	< 0.1%
0.6	27	0.1%

Value	Count	Frequency (%)
37.5	1	< 0.1%
35	1	< 0.1%
30	1	< 0.1%
25.95	1	< 0.1%
25.2	1	< 0.1%
22.2	1	< 0.1%
21.65	1	< 0.1%
21.2	1	< 0.1%
21	1	< 0.1%
19.8	1	< 0.1%

Glucose
Real number (ℝ_≥0)

MISSING

Distinct	702
Distinct (%)	3.5%
Missing	407
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	130.3958929

Minimum	19
Maximum	755
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	19
5-th percentile	87
Q1	107.5
median	123
Q3	143.5
95-th percentile	199
Maximum	755
Range	736
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	38.94551034
Coefficient of variation (CV)	0.2986712961
Kurtosis	17.93101417
Mean	130.3958929
Median Absolute Deviation (MAD)	17.5
Skewness	2.760072682
Sum	2598659.75
Variance	1516.752776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
119	276	1.4%
118	270	1.3%
121	265	1.3%
109	261	1.3%
112	249	1.2%
114	245	1.2%
116	241	1.2%
127	236	1.2%
120	235	1.2%
123	234	1.2%
Other values (692)	17417	85.6%
(Missing)	407	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	< 0.1%
31	1	< 0.1%
38	2	< 0.1%
40	1	< 0.1%
41	1	< 0.1%
42	2	< 0.1%
46	2	< 0.1%
47	2	< 0.1%
48	1	< 0.1%
49	1	< 0.1%

Value	Count	Frequency (%)
755	1	< 0.1%
671.5	1	< 0.1%
666	1	< 0.1%
563	1	< 0.1%
542	1	< 0.1%
531	1	< 0.1%
522.5	1	< 0.1%
501	1	< 0.1%
482.5	1	< 0.1%
472	1	< 0.1%

Lactate
Real number (ℝ_≥0)

MISSING

Distinct	346
Distinct (%)	4.5%
Missing	12603
Missing (%)	62.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.049350834

Minimum	0.3
Maximum	26.95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.8
Q1	1.2
median	1.6
Q3	2.3
95-th percentile	4.5
Maximum	26.95
Range	26.65
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	1.693545629
Coefficient of variation (CV)	0.8263815063
Kurtosis	37.86768288
Mean	2.049350834
Median Absolute Deviation (MAD)	0.5
Skewness	4.906191223
Sum	15847.63
Variance	2.868096798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	395	1.9%
1.2	385	1.9%
1.4	371	1.8%
1.3	366	1.8%
1.1	357	1.8%
0.9	327	1.6%
1.5	321	1.6%
1.6	312	1.5%
1.7	268	1.3%
1.8	259	1.3%
Other values (336)	4372	21.5%
(Missing)	12603	62.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	3	< 0.1%
0.37	1	< 0.1%
0.4	4	< 0.1%
0.5	20	0.1%
0.55	8	< 0.1%
0.6	65	0.3%
0.6	3	< 0.1%
0.65	11	0.1%
0.65	5	< 0.1%
0.7	131	0.6%

Value	Count	Frequency (%)
26.95	1	< 0.1%
24.85	1	< 0.1%
22.3	1	< 0.1%
19.9	1	< 0.1%
19.3	1	< 0.1%
19	2	< 0.1%
18.2	1	< 0.1%
17.8	1	< 0.1%
17.5	1	< 0.1%
17.125	1	< 0.1%

Magnesium
Real number (ℝ_≥0)

MISSING

Distinct	101
Distinct (%)	0.5%
Missing	1388
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.014033407

Minimum	0.8
Maximum	8.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.8
5-th percentile	1.6
Q1	1.8
median	2
Q3	2.2
95-th percentile	2.55
Maximum	8.2
Range	7.4
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3214007491
Coefficient of variation (CV)	0.1595806445
Kurtosis	18.47951537
Mean	2.014033407
Median Absolute Deviation (MAD)	0.2
Skewness	1.820237523
Sum	38161.905
Variance	0.1032984415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	2332	11.5%
1.9	2190	10.8%
2.1	1800	8.9%
1.8	1626	8.0%
2.2	1414	7.0%
1.7	1114	5.5%
2.3	975	4.8%
1.6	764	3.8%
1.85	606	3.0%
2.4	588	2.9%
Other values (91)	5539	27.2%
(Missing)	1388	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	2	< 0.1%
0.9	2	< 0.1%
1	10	< 0.1%
1.05	1	< 0.1%
1.1	14	0.1%
1.15	1	< 0.1%
1.2	36	0.2%
1.2	2	< 0.1%
1.25	9	< 0.1%
1.3	2	< 0.1%

Value	Count	Frequency (%)
8.2	1	< 0.1%
6.9	1	< 0.1%
6.6	1	< 0.1%
6.5	1	< 0.1%
6.2	1	< 0.1%
4.7	1	< 0.1%
4.5	1	< 0.1%
4.4	1	< 0.1%
4.2	2	< 0.1%
4.1	2	< 0.1%

Phosphate
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	277
Distinct (%)	1.7%
Missing	3650
Missing (%)	17.9%
Infinite	0
Infinite (%)	0.0%
Mean	3.549626933

Minimum	0.45
Maximum	14.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.45
5-th percentile	2
Q1	2.8
median	3.35
Q3	4.05
95-th percentile	5.7
Maximum	14.7
Range	14.25
Interquartile range (IQR)	1.25

Descriptive statistics

Standard deviation	1.208313267
Coefficient of variation (CV)	0.3404057073
Kurtosis	6.749329766
Mean	3.549626933
Median Absolute Deviation (MAD)	0.65
Skewness	1.772552306
Sum	59229.075
Variance	1.46002095
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.2	597	2.9%
3	586	2.9%
3.3	577	2.8%
3.5	559	2.7%
3.1	546	2.7%
2.8	531	2.6%
3.4	520	2.6%
3.7	487	2.4%
2.9	481	2.4%
2.7	473	2.3%
Other values (267)	11329	55.7%
(Missing)	3650	17.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.45	1	< 0.1%
0.5	2	< 0.1%
0.6	1	< 0.1%
0.7	1	< 0.1%
0.8	2	< 0.1%
0.85	2	< 0.1%
0.9	7	< 0.1%
0.95	1	< 0.1%
1	7	< 0.1%
1.05	2	< 0.1%

Value	Count	Frequency (%)
14.7	1	< 0.1%
14.35	1	< 0.1%
13.65	1	< 0.1%
13.3	1	< 0.1%
13.05	1	< 0.1%
13	1	< 0.1%
12.9	1	< 0.1%
12.65	1	< 0.1%
12.6	1	< 0.1%
12.5	1	< 0.1%

Potassium
Real number (ℝ_≥0)

MISSING

Distinct	144
Distinct (%)	0.7%
Missing	433
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.123865749

Minimum	2.2
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	2.2
5-th percentile	3.4
Q1	3.8
median	4.1
Q3	4.4
95-th percentile	5
Maximum	9
Range	6.8
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.486336847
Coefficient of variation (CV)	0.1179322695
Kurtosis	2.429622932
Mean	4.123865749
Median Absolute Deviation (MAD)	0.3
Skewness	0.8499025233
Sum	82077.3
Variance	0.2365235288
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	1552	7.6%
4.1	1396	6.9%
3.9	1342	6.6%
3.8	1276	6.3%
4.2	1237	6.1%
4.3	1074	5.3%
3.7	1005	4.9%
4.4	943	4.6%
4.5	754	3.7%
3.6	686	3.4%
Other values (134)	8638	42.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.2	1	< 0.1%
2.5	2	< 0.1%
2.6	2	< 0.1%
2.65	1	< 0.1%
2.7	5	< 0.1%
2.75	2	< 0.1%
2.8	15	0.1%
2.85	2	< 0.1%
2.9	13	0.1%
2.9	3	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
7.3	1	< 0.1%
7.1	2	< 0.1%
6.9	3	< 0.1%
6.8	2	< 0.1%
6.8	2	< 0.1%
6.7	2	< 0.1%
6.6	3	< 0.1%
6.55	2	< 0.1%
6.5	3	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	360
Distinct (%)	6.2%
Missing	14566
Missing (%)	71.6%
Infinite	0
Infinite (%)	0.0%
Mean	1.752551993

Minimum	0.1
Maximum	45.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.2
Q1	0.4
median	0.7
Q3	1.35
95-th percentile	6.5
Maximum	45.9
Range	45.8
Interquartile range (IQR)	0.95

Descriptive statistics

Standard deviation	3.848280915
Coefficient of variation (CV)	2.195815548
Kurtosis	44.52482792
Mean	1.752551993
Median Absolute Deviation (MAD)	0.35
Skewness	5.996750738
Sum	10112.225
Variance	14.809266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	522	2.6%
0.4	520	2.6%
0.5	509	2.5%
0.6	420	2.1%
0.7	381	1.9%
0.2	322	1.6%
0.8	307	1.5%
0.9	239	1.2%
1	189	0.9%
1.1	142	0.7%
Other values (350)	2219	10.9%
(Missing)	14566	71.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	65	0.3%
0.15	11	0.1%
0.2	322	1.6%
0.25	43	0.2%
0.3	522	2.6%
0.3	8	< 0.1%
0.35	47	0.2%
0.4	520	2.6%
0.45	7	< 0.1%
0.45	58	0.3%

Value	Count	Frequency (%)
45.9	1	< 0.1%
45.75	1	< 0.1%
44.9	1	< 0.1%
44.1	1	< 0.1%
43.2	1	< 0.1%
42.35	1	< 0.1%
40.75	1	< 0.1%
40.15	1	< 0.1%
39.6	1	< 0.1%
39	1	< 0.1%

TroponinI
Real number (ℝ_≥0)

MISSING

Distinct	254
Distinct (%)	51.9%
Missing	19847
Missing (%)	97.6%
Infinite	0
Infinite (%)	0.0%
Mean	8.897239264

Minimum	0.3
Maximum	48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.35
Q1	0.8
median	3.4
Q3	12.7
95-th percentile	36.54
Maximum	48
Range	47.7
Interquartile range (IQR)	11.9

Descriptive statistics

Standard deviation	11.46288056
Coefficient of variation (CV)	1.288363752
Kurtosis	1.758906915
Mean	8.897239264
Median Absolute Deviation (MAD)	2.95
Skewness	1.606216678
Sum	4350.75
Variance	131.3976307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	25	0.1%
0.4	23	0.1%
0.3	23	0.1%
0.8	21	0.1%
0.6	13	0.1%
0.7	12	0.1%
1	8	< 0.1%
1.2	7	< 0.1%
0.9	7	< 0.1%
1.15	6	< 0.1%
Other values (244)	344	1.7%
(Missing)	19847	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	23	0.1%
0.35	3	< 0.1%
0.4	23	0.1%
0.45	1	< 0.1%
0.45	3	< 0.1%
0.5	25	0.1%
0.55	2	< 0.1%
0.6	13	0.1%
0.65	1	< 0.1%
0.7	12	0.1%

Value	Count	Frequency (%)
48	1	< 0.1%
47.5	1	< 0.1%
46.5	1	< 0.1%
46	1	< 0.1%
45	2	< 0.1%
44.8	1	< 0.1%
44.2	1	< 0.1%
42.9	1	< 0.1%
42.5	1	< 0.1%
42.2	1	< 0.1%

Hct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	841
Distinct (%)	4.2%
Missing	364
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	31.65418962

Minimum	10.15
Maximum	66.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	10.15
5-th percentile	25.1
Q1	28.35
median	31
Q3	34.5
95-th percentile	40.1
Maximum	66.4
Range	56.25
Interquartile range (IQR)	6.15

Descriptive statistics

Standard deviation	4.638895848
Coefficient of variation (CV)	0.14654919
Kurtosis	0.9451377878
Mean	31.65418962
Median Absolute Deviation (MAD)	3
Skewness	0.6595302332
Sum	632197.475
Variance	21.51935469
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	218	1.1%
31	194	1.0%
30	191	0.9%
32	180	0.9%
30.5	164	0.8%
28	164	0.8%
31.1	158	0.8%
27	155	0.8%
28.1	154	0.8%
31.5	150	0.7%
Other values (831)	18244	89.7%
(Missing)	364	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.15	1	< 0.1%
12	1	< 0.1%
14.4	1	< 0.1%
14.55	1	< 0.1%
16.8	1	< 0.1%
16.9	1	< 0.1%
17.75	1	< 0.1%
18.25	1	< 0.1%
18.3	1	< 0.1%
18.4	1	< 0.1%

Value	Count	Frequency (%)
66.4	1	< 0.1%
62.45	1	< 0.1%
61.7	1	< 0.1%
61.05	1	< 0.1%
58.2	1	< 0.1%
56.1	1	< 0.1%
55.85	1	< 0.1%
55.3	2	< 0.1%
54.75	1	< 0.1%
54.5	1	< 0.1%

Hgb
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	393
Distinct (%)	2.0%
Missing	507
Missing (%)	2.5%
Infinite	0
Infinite (%)	0.0%
Mean	10.76507539

Minimum	3.3
Maximum	20.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	3.3
5-th percentile	8.4
Q1	9.6
median	10.6
Q3	11.75
95-th percentile	13.8
Maximum	20.3
Range	17
Interquartile range (IQR)	2.15

Descriptive statistics

Standard deviation	1.649797292
Coefficient of variation (CV)	0.1532545971
Kurtosis	0.4726858849
Mean	10.76507539
Median Absolute Deviation (MAD)	1.05
Skewness	0.5523234009
Sum	213460.68
Variance	2.721831106
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.5	418	2.1%
10	412	2.0%
10.2	401	2.0%
10.3	399	2.0%
9.8	388	1.9%
9.7	380	1.9%
10.8	372	1.8%
10.1	365	1.8%
10.7	360	1.8%
10.6	354	1.7%
Other values (383)	15980	78.6%
(Missing)	507	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.3	1	< 0.1%
4.15	1	< 0.1%
5.4	2	< 0.1%
5.6	1	< 0.1%
5.8	1	< 0.1%
6	1	< 0.1%
6.025	1	< 0.1%
6.05	1	< 0.1%
6.1	2	< 0.1%
6.175	1	< 0.1%

Value	Count	Frequency (%)
20.3	1	< 0.1%
19.8	1	< 0.1%
19.3	2	< 0.1%
18.6	2	< 0.1%
18.45	1	< 0.1%
18.05	1	< 0.1%
17.95	1	< 0.1%
17.7	1	< 0.1%
17.6	2	< 0.1%
17.45	1	< 0.1%

PTT
Real number (ℝ_≥0)

MISSING

Distinct	1709
Distinct (%)	10.8%
Missing	4496
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	35.82851452

Minimum	16.9
Maximum	150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	16.9
5-th percentile	23.1
Q1	27
median	30.9
Q3	37.6
95-th percentile	68.2
Maximum	150
Range	133.1
Interquartile range (IQR)	10.6

Descriptive statistics

Standard deviation	16.43467255
Coefficient of variation (CV)	0.4587037104
Kurtosis	13.90541029
Mean	35.82851452
Median Absolute Deviation (MAD)	4.7
Skewness	3.226363629
Sum	567523.67
Variance	270.0984618
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.7	100	0.5%
27.6	100	0.5%
26.5	97	0.5%
28.1	96	0.5%
28.6	96	0.5%
28	95	0.5%
29.3	93	0.5%
29.5	92	0.5%
28.9	91	0.4%
26.4	91	0.4%
Other values (1699)	14889	73.2%
(Missing)	4496	22.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.9	1	< 0.1%
17.1	1	< 0.1%
17.2	1	< 0.1%
17.3	1	< 0.1%
17.65	1	< 0.1%
18.1	1	< 0.1%
18.25	1	< 0.1%
18.4	2	< 0.1%
18.45	1	< 0.1%
18.5	2	< 0.1%

Value	Count	Frequency (%)
150	52	0.3%
148.4	1	< 0.1%
147.6	1	< 0.1%
147	2	< 0.1%
145.9	1	< 0.1%
145.5	1	< 0.1%
144.2	1	< 0.1%
144.1	1	< 0.1%
143.7	1	< 0.1%
142.1	1	< 0.1%

WBC
Real number (ℝ_≥0)

MISSING

Distinct	984
Distinct (%)	5.0%
Missing	625
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	11.69814266

Minimum	0.1
Maximum	319.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	0.1
5-th percentile	5
Q1	8.2
median	10.8
Q3	13.95
95-th percentile	20.6
Maximum	319.25
Range	319.15
Interquartile range (IQR)	5.75

Descriptive statistics

Standard deviation	6.675437823
Coefficient of variation (CV)	0.5706408287
Kurtosis	334.9965445
Mean	11.69814266
Median Absolute Deviation (MAD)	2.85
Skewness	10.89622191
Sum	230582.09
Variance	44.56147013
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.3	181	0.9%
9.8	161	0.8%
10.2	159	0.8%
9	159	0.8%
10	157	0.8%
11.2	155	0.8%
10.7	154	0.8%
9.2	151	0.7%
8.5	149	0.7%
9.7	147	0.7%
Other values (974)	18138	89.2%
(Missing)	625	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	7	< 0.1%
0.15	1	< 0.1%
0.2	11	0.1%
0.25	1	< 0.1%
0.3	2	< 0.1%
0.4	4	< 0.1%
0.45	2	< 0.1%
0.5	2	< 0.1%
0.55	1	< 0.1%
0.6	3	< 0.1%

Value	Count	Frequency (%)
319.25	1	< 0.1%
206.3	1	< 0.1%
168.6	1	< 0.1%
160.6	1	< 0.1%
150.4	1	< 0.1%
135.4	1	< 0.1%
126.2	1	< 0.1%
120.5	1	< 0.1%
119.9	1	< 0.1%
116.5	1	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

MISSING

Distinct	819
Distinct (%)	31.9%
Missing	17769
Missing (%)	87.4%
Infinite	0
Infinite (%)	0.0%
Mean	311.0294897

Minimum	52.5
Maximum	1383
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	52.5
5-th percentile	124
Q1	193
median	263
Q3	384
95-th percentile	655.35
Maximum	1383
Range	1330.5
Interquartile range (IQR)	191

Descriptive statistics

Standard deviation	168.1038227
Coefficient of variation (CV)	0.5404755121
Kurtosis	2.677224558
Mean	311.0294897
Median Absolute Deviation (MAD)	85
Skewness	1.45608704
Sum	798412.7
Variance	28258.89521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202	16	0.1%
214	15	0.1%
217	14	0.1%
222	14	0.1%
239	14	0.1%
183	14	0.1%
168	13	0.1%
206	13	0.1%
233	13	0.1%
248	13	0.1%
Other values (809)	2428	11.9%
(Missing)	17769	87.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
52.5	1	< 0.1%
58	1	< 0.1%
61.5	1	< 0.1%
63	1	< 0.1%
65	1	< 0.1%
76	3	< 0.1%
78	1	< 0.1%
79	1	< 0.1%
80	1	< 0.1%
80.5	1	< 0.1%

Value	Count	Frequency (%)
1383	1	< 0.1%
1246	1	< 0.1%
1211	1	< 0.1%
1161	1	< 0.1%
1051	1	< 0.1%
1030	1	< 0.1%
976	1	< 0.1%
960	1	< 0.1%
956	1	< 0.1%
946	1	< 0.1%

Platelets
Real number (ℝ_≥0)

MISSING

Distinct	1229
Distinct (%)	6.2%
Missing	585
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	211.4816819

Minimum	7
Maximum	1687.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	7
5-th percentile	84
Q1	143.5
median	193
Q3	256
95-th percentile	400
Maximum	1687.5
Range	1680.5
Interquartile range (IQR)	112.5

Descriptive statistics

Standard deviation	105.563872
Coefficient of variation (CV)	0.4991631947
Kurtosis	10.53365289
Mean	211.4816819
Median Absolute Deviation (MAD)	55
Skewness	2.062033431
Sum	4176974.7
Variance	11143.73107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
180	97	0.5%
195	90	0.4%
193	88	0.4%
179	87	0.4%
184	87	0.4%
185	86	0.4%
163	86	0.4%
186	84	0.4%
167	84	0.4%
201	82	0.4%
Other values (1219)	18880	92.8%
(Missing)	585	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	< 0.1%
8.5	1	< 0.1%
9	3	< 0.1%
9.5	1	< 0.1%
10	1	< 0.1%
11.5	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
14.5	2	< 0.1%
15	1	< 0.1%

Value	Count	Frequency (%)
1687.5	1	< 0.1%
1544	1	< 0.1%
1343	1	< 0.1%
1300.5	1	< 0.1%
1191	1	< 0.1%
1167.5	1	< 0.1%
1125.5	1	< 0.1%
1096.5	1	< 0.1%
1067.5	1	< 0.1%
1056.5	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct	5971
Distinct (%)	29.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.6216129

Minimum	18.11
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	18.11
5-th percentile	30.8475
Q1	52.29
median	64.67
Q3	75.66
95-th percentile	84.95
Maximum	89
Range	70.89
Interquartile range (IQR)	23.37

Descriptive statistics

Standard deviation	16.23615352
Coefficient of variation (CV)	0.2592739594
Kurtosis	-0.2520549698
Mean	62.6216129
Median Absolute Deviation (MAD)	11.61
Skewness	-0.5902903968
Sum	1273473.12
Variance	263.6126812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65.82	13	0.1%
69.68	12	0.1%
61.08	12	0.1%
68.17	12	0.1%
65.47	12	0.1%
71.37	12	0.1%
68.37	11	0.1%
69.58	11	0.1%
78.42	11	0.1%
60.88	11	0.1%
Other values (5961)	20219	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.11	3	< 0.1%
18.13	1	< 0.1%
18.14	2	< 0.1%
18.15	1	< 0.1%
18.18	1	< 0.1%
18.24	1	< 0.1%
18.32	1	< 0.1%
18.34	1	< 0.1%
18.35	2	< 0.1%
18.36	1	< 0.1%

Value	Count	Frequency (%)
89	1	< 0.1%
88.99	1	< 0.1%
88.98	2	< 0.1%
88.97	4	< 0.1%
88.96	1	< 0.1%
88.95	4	< 0.1%
88.94	2	< 0.1%
88.93	1	< 0.1%
88.92	5	< 0.1%
88.9	4	< 0.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	159.0 KiB

1.0	11834
0.0	8502

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	61008
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	11834	58.2%
0.0	8502	41.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	11834	58.2%
0.0	8502	41.8%

Most occurring characters

Value	Count	Frequency (%)
0	28838	47.3%
.	20336	33.3%
1	11834	19.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40672	66.7%
Other Punctuation	20336	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	28838	70.9%
1	11834	29.1%

Other Punctuation

Value	Count	Frequency (%)
.	20336	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	61008	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	28838	47.3%
.	20336	33.3%
1	11834	19.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61008	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	28838	47.3%
.	20336	33.3%
1	11834	19.4%

Unit1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	9522
Missing (%)	46.8%
Memory size	159.0 KiB

0.0	5470
1.0	5344

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	32442
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	5470	26.9%
1.0	5344	26.3%
(Missing)	9522	46.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	5470	50.6%
1.0	5344	49.4%

Most occurring characters

Value	Count	Frequency (%)
0	16284	50.2%
.	10814	33.3%
1	5344	16.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21628	66.7%
Other Punctuation	10814	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	16284	75.3%
1	5344	24.7%

Other Punctuation

Value	Count	Frequency (%)
.	10814	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	32442	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	16284	50.2%
.	10814	33.3%
1	5344	16.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32442	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	16284	50.2%
.	10814	33.3%
1	5344	16.5%

Unit2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	9522
Missing (%)	46.8%
Memory size	159.0 KiB

1.0	5470
0.0	5344

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	32442
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	5470	26.9%
0.0	5344	26.3%
(Missing)	9522	46.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	5470	50.6%
0.0	5344	49.4%

Most occurring characters

Value	Count	Frequency (%)
0	16158	49.8%
.	10814	33.3%
1	5470	16.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21628	66.7%
Other Punctuation	10814	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	16158	74.7%
1	5470	25.3%

Other Punctuation

Value	Count	Frequency (%)
.	10814	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	32442	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	16158	49.8%
.	10814	33.3%
1	5470	16.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32442	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	16158	49.8%
.	10814	33.3%
1	5470	16.9%

HospAdmTime
Real number (ℝ)

Distinct	7152
Distinct (%)	35.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-48.67841062

Minimum	-3710.66
Maximum	23.99
Zeros	168
Zeros (%)	0.8%
Negative	19912
Negative (%)	97.9%
Memory size	159.0 KiB

Quantile statistics

Minimum	-3710.66
5-th percentile	-236.12
Q1	-34.135
median	-2.77
Q3	-0.02
95-th percentile	-0.01
Maximum	23.99
Range	3734.65
Interquartile range (IQR)	34.115

Descriptive statistics

Standard deviation	143.6833182
Coefficient of variation (CV)	-2.951684666
Kurtosis	123.0885825
Mean	-48.67841062
Median Absolute Deviation (MAD)	2.75
Skewness	-8.542504055
Sum	-989875.48
Variance	20644.89593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02	3749	18.4%
-0.03	2290	11.3%
-0.01	1114	5.5%
-0.04	658	3.2%
-0.05	314	1.5%
0	168	0.8%
-0.06	136	0.7%
-0.07	82	0.4%
-0.08	40	0.2%
-0.09	32	0.2%
Other values (7142)	11752	57.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3710.66	1	< 0.1%
-3322.9	1	< 0.1%
-3269.1	1	< 0.1%
-3212.56	1	< 0.1%
-3141.55	1	< 0.1%
-2668.77	1	< 0.1%
-2562.53	1	< 0.1%
-2506.69	1	< 0.1%
-2476.58	1	< 0.1%
-2379.76	1	< 0.1%

Value	Count	Frequency (%)
23.99	1	< 0.1%
22.04	1	< 0.1%
20.04	1	< 0.1%
17.34	1	< 0.1%
16.02	1	< 0.1%
14.65	1	< 0.1%
14.21	1	< 0.1%
14	1	< 0.1%
11.94	1	< 0.1%
10.99	1	< 0.1%

ICULOS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	226
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.84522522

Minimum	4.5
Maximum	320
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	4.5
5-th percentile	8.5
Q1	14
median	20.5
Q3	25
95-th percentile	30
Maximum	320
Range	315.5
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	11.71782428
Coefficient of variation (CV)	0.5621346929
Kurtosis	84.39630215
Mean	20.84522522
Median Absolute Deviation (MAD)	5.5
Skewness	6.167088074
Sum	423908.5
Variance	137.3074058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.5	626	3.1%
22	619	3.0%
21	598	2.9%
23.5	597	2.9%
20.5	596	2.9%
20	591	2.9%
23	585	2.9%
22.5	579	2.8%
24	570	2.8%
19.5	570	2.8%
Other values (216)	14405	70.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.5	88	0.4%
5	87	0.4%
5.5	74	0.4%
6	87	0.4%
6.5	91	0.4%
7	110	0.5%
7.5	149	0.7%
8	157	0.8%
8.5	206	1.0%
9	261	1.3%

Value	Count	Frequency (%)
320	1	< 0.1%
309	1	< 0.1%
286	1	< 0.1%
169.5	1	< 0.1%
169	1	< 0.1%
168.5	5	< 0.1%
165.5	1	< 0.1%
164.5	1	< 0.1%
154	1	< 0.1%
153	1	< 0.1%

SepsisLabel
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	159.0 KiB

0.0	19777
1.0	536
0.5	23

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	61008
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	19777	97.3%
1.0	536	2.6%
0.5	23	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	19777	97.3%
1.0	536	2.6%
0.5	23	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	40113	65.8%
.	20336	33.3%
1	536	0.9%
5	23	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40672	66.7%
Other Punctuation	20336	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	40113	98.6%
1	536	1.3%
5	23	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	20336	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	61008	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	40113	65.8%
.	20336	33.3%
1	536	0.9%
5	23	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61008	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	40113	65.8%
.	20336	33.3%
1	536	0.9%
5	23	< 0.1%

Sepsis
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	159.0 KiB

0.0	18546
1.0	1790

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	61008
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	18546	91.2%
1.0	1790	8.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	18546	91.2%
1.0	1790	8.8%

Most occurring characters

Value	Count	Frequency (%)
0	38882	63.7%
.	20336	33.3%
1	1790	2.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40672	66.7%
Other Punctuation	20336	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	38882	95.6%
1	1790	4.4%

Other Punctuation

Value	Count	Frequency (%)
.	20336	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	61008	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	38882	63.7%
.	20336	33.3%
1	1790	2.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61008	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	38882	63.7%
.	20336	33.3%
1	1790	2.9%

Hours
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	228
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.85793666

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	159.0 KiB

Quantile statistics

Minimum	8
5-th percentile	15
Q1	25
median	39
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	22.30865867
Coefficient of variation (CV)	0.5741081639
Kurtosis	40.49091179
Mean	38.85793666
Median Absolute Deviation (MAD)	11
Skewness	4.703211094
Sum	790215
Variance	497.6762517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	700	3.4%
39	665	3.3%
38	656	3.2%
40	634	3.1%
41	632	3.1%
37	632	3.1%
43	600	3.0%
42	597	2.9%
44	580	2.9%
46	560	2.8%
Other values (218)	14080	69.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	124	0.6%
9	122	0.6%
10	95	0.5%
11	114	0.6%
12	121	0.6%
13	145	0.7%
14	194	1.0%
15	231	1.1%
16	274	1.3%
17	348	1.7%

Value	Count	Frequency (%)
336	5	< 0.1%
335	1	< 0.1%
334	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
305	2	< 0.1%
297	1	< 0.1%
286	1	< 0.1%
279	1	< 0.1%
277	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	Sepsis	Hours
0	1	104.0	91.0	36.725	128.00	87.915	NaN	25.000	NaN	20.0	46.5	0.29	7.340	98.0	88.5	16.0	18.0	98.0	9.45	85.0	0.70	NaN	163.0	NaN	2.10	3.50	4.2	0.3	NaN	36.70	12.35	NaN	10.2	NaN	327.5	83.14	0.0	NaN	NaN	-0.03	27.5	0.0	54.0
1	2	60.0	97.0	36.110	133.00	65.000	43.00	12.000	NaN	NaN	22.0	NaN	NaN	NaN	NaN	NaN	100.0	NaN	7.90	113.0	2.50	NaN	78.0	NaN	2.50	4.40	5.1	NaN	NaN	27.80	9.70	NaN	11.0	NaN	158.0	75.91	0.0	0.0	1.0	-98.60	12.0	0.0	23.0
2	3	81.0	95.0	37.585	140.00	81.000	53.50	26.000	NaN	6.5	31.0	0.60	7.490	39.5	NaN	NaN	30.0	NaN	11.00	99.0	0.90	NaN	113.0	NaN	2.40	2.40	3.8	NaN	NaN	28.15	9.10	30.0	8.7	NaN	486.0	45.82	0.0	1.0	0.0	-1195.71	24.5	0.0	48.0
3	4	105.0	98.0	36.390	114.50	67.835	50.25	18.000	NaN	0.0	22.0	NaN	7.400	43.0	98.0	NaN	16.5	NaN	8.20	106.5	0.80	NaN	84.0	NaN	2.05	3.80	4.3	NaN	NaN	25.80	8.30	21.8	7.6	NaN	182.0	65.71	0.0	0.0	1.0	-8.77	15.0	0.0	29.0
4	5	73.5	97.0	37.220	133.50	87.000	NaN	16.000	NaN	NaN	25.0	NaN	NaN	NaN	NaN	16.0	7.0	65.0	8.20	105.0	0.60	NaN	128.0	NaN	2.20	2.80	3.6	0.6	NaN	41.00	14.40	29.0	8.0	NaN	276.0	28.09	1.0	1.0	0.0	-0.05	25.5	0.0	48.0
5	6	100.5	98.5	36.670	122.00	89.000	NaN	24.000	NaN	0.0	29.0	0.40	7.340	47.0	NaN	NaN	9.0	NaN	NaN	111.0	0.70	NaN	73.0	1.4	NaN	NaN	3.8	NaN	NaN	36.90	12.20	NaN	12.0	NaN	298.0	52.01	1.0	1.0	0.0	-0.03	11.0	0.0	17.0
6	7	121.0	95.0	37.885	109.00	74.500	60.00	21.000	NaN	-9.0	16.0	0.40	7.330	27.0	NaN	452.0	66.0	88.0	7.35	115.5	3.85	NaN	193.5	2.2	1.75	1.30	3.1	1.4	NaN	41.85	15.30	26.3	9.3	NaN	45.0	64.24	1.0	1.0	0.0	-0.05	23.0	0.0	45.0
7	8	75.0	100.0	36.220	108.75	65.000	48.50	16.750	NaN	-8.0	15.0	NaN	7.355	27.0	NaN	NaN	29.0	NaN	8.00	106.0	1.20	NaN	108.0	1.6	1.90	3.50	4.9	NaN	NaN	25.90	8.90	NaN	9.4	NaN	213.0	87.08	1.0	NaN	NaN	-2.23	20.5	0.0	40.0
8	9	113.0	98.0	37.720	120.00	80.000	65.00	21.875	NaN	0.0	27.0	0.40	7.370	48.0	97.0	NaN	19.0	NaN	8.00	107.0	0.90	NaN	119.5	2.2	2.05	3.05	3.7	NaN	NaN	27.40	9.60	30.9	10.9	232.5	175.0	27.92	1.0	NaN	NaN	-0.03	129.5	1.0	258.0
9	10	79.0	96.0	37.000	112.00	72.000	54.00	19.000	NaN	0.0	24.0	0.40	7.405	37.5	97.0	NaN	17.5	NaN	NaN	106.0	1.00	NaN	107.0	1.1	2.10	NaN	3.9	NaN	NaN	31.90	10.20	29.9	9.3	NaN	111.0	76.71	0.0	0.0	1.0	-2.36	14.0	0.0	23.0

Last rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	Sepsis	Hours
20326	20634	87.50	96.0	37.700	105.25	67.5	53.0	16.50	NaN	2.0	27.0	0.5	7.415	43.0	96.0	NaN	15.0	NaN	NaN	111.0	0.65	NaN	136.0	NaN	2.20	NaN	4.15	NaN	NaN	27.55	9.95	30.00	8.30	NaN	224.5	57.26	1.0	0.0	1.0	-2.90	12.5	0.0	20.0
20327	20635	70.00	96.0	36.860	127.00	81.0	62.0	16.00	NaN	0.0	24.0	NaN	7.410	37.0	NaN	NaN	12.0	NaN	7.80	110.0	0.80	NaN	107.0	1.0	1.80	2.20	3.70	NaN	NaN	28.70	10.10	39.95	9.00	NaN	301.0	56.75	1.0	NaN	NaN	-0.01	22.5	0.0	42.0
20328	20636	69.50	96.0	36.220	104.00	69.0	48.0	14.00	NaN	0.0	24.0	0.5	7.390	41.5	94.0	1033.0	36.0	204.0	NaN	104.0	1.35	NaN	82.5	NaN	1.90	NaN	4.50	1.8	NaN	27.50	9.50	38.30	5.80	NaN	215.5	82.36	0.0	0.0	1.0	0.32	26.0	0.0	43.0
20329	20637	96.25	97.0	36.415	127.50	94.0	74.0	18.00	NaN	-7.0	17.0	0.4	7.260	42.0	NaN	NaN	61.0	NaN	8.30	95.0	3.80	NaN	164.0	0.7	1.90	5.60	5.20	NaN	NaN	28.80	9.60	35.85	10.50	NaN	248.0	60.66	1.0	1.0	0.0	-0.02	72.5	1.0	142.0
20330	20638	80.00	98.0	36.830	145.00	88.0	65.0	18.50	NaN	NaN	30.0	NaN	NaN	NaN	NaN	NaN	17.0	NaN	9.10	109.0	1.30	NaN	98.0	NaN	2.10	3.50	3.60	NaN	NaN	37.70	13.00	24.80	7.60	NaN	176.0	68.38	1.0	NaN	NaN	-0.02	22.0	0.0	41.0
20331	20639	82.00	99.0	36.375	101.25	70.0	NaN	20.00	NaN	NaN	19.0	NaN	NaN	NaN	NaN	80.0	32.0	154.0	8.20	105.0	0.80	NaN	89.0	NaN	1.60	4.00	4.10	3.1	NaN	28.60	9.70	33.40	18.10	263.0	25.0	59.14	1.0	1.0	0.0	-0.02	13.5	0.0	26.0
20332	20640	79.00	95.5	37.400	125.00	76.0	54.5	15.25	NaN	-4.0	20.0	0.7	7.360	36.5	97.0	NaN	15.0	NaN	7.70	106.0	0.70	NaN	153.0	NaN	2.10	NaN	4.35	NaN	NaN	28.30	11.20	35.40	14.30	NaN	148.0	74.53	0.0	0.0	1.0	-59.09	15.0	0.0	25.0
20333	20641	84.50	98.0	37.055	113.50	66.0	63.0	15.00	NaN	NaN	30.5	NaN	NaN	NaN	NaN	NaN	17.0	NaN	8.85	99.0	0.75	NaN	109.0	NaN	2.25	3.55	3.50	NaN	NaN	32.65	11.10	23.00	9.15	NaN	302.5	33.01	1.0	NaN	NaN	-0.01	16.0	0.0	21.0
20334	20642	94.00	100.0	36.560	107.00	75.0	55.5	18.00	NaN	0.0	27.5	0.5	7.450	34.0	99.0	NaN	12.0	NaN	8.85	106.0	0.40	NaN	118.0	NaN	1.95	4.20	4.20	NaN	NaN	30.80	10.30	27.40	7.30	NaN	257.0	69.80	0.0	NaN	NaN	-10.58	21.5	0.0	42.0
20335	20643	90.00	97.5	38.440	149.00	90.0	72.0	16.00	NaN	1.0	26.0	0.5	7.420	41.0	98.0	103.5	20.5	128.5	8.30	104.0	2.20	NaN	175.0	1.6	2.25	3.90	3.85	0.7	NaN	29.70	11.55	29.75	13.95	NaN	325.5	62.29	1.0	NaN	NaN	-0.03	19.0	1.0	33.0

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Missing values

Sample